Medicine and Health Sciences Commons^™

Artificial Intelligence In The Radiomic Analysis Of Glioblastomas: A Review, Taxonomy, And Perspective, Ming Zhu, Sijia Li, Yu Kuang, Virigina B. Hill, Amy B. Heimberger, Lijie Zhai, Shenjie Zhai

Electrical & Computer Engineering Faculty Research

Radiological imaging techniques, including magnetic resonance imaging (MRI) and positron emission tomography (PET), are the standard-of-care non-invasive diagnostic approaches widely applied in neuro-oncology. Unfortunately, accurate interpretation of radiological imaging data is constantly challenged by the indistinguishable radiological image features shared by different pathological changes associated with tumor progression and/or various therapeutic interventions. In recent years, machine learning (ML)-based artificial intelligence (AI) technology has been widely applied in medical image processing and bioinformatics due to its advantages in implicit image feature extraction and integrative data analysis. Despite its recent rapid development, ML technology still faces many hurdles for its broader applications …

A Multi-Theory Model Based Analysis Of Correlates For Initiating And Sustaining Mammography Screening Behavior Among Hispanic American Women In The United States, Manoj Sharma, Kavita Batra, Amanda H. Wilkerson, Francesco Chirico, Siddharth Raich

Social & Behavioral Health Faculty Publications

Background: Despite the known advantages of mammography, screening rates among Hispanic American women are lower compared to other ethnic groups. Therefore, this cross-sectional study aimed to explore correlates of mammography screening behavior among a sample of Hispanic women aged 45-54 years living in the United States using the multi-theory model (MTM). Methods: A 50-item web-based survey consisting of psychometrically valid tools based on MTM theoretical framework was administered through non-random sampling procedures using Qualtrics. Univariate, bivariate, and multivariate statistics were used to analyze the data. Results: Out of 370 participants, nearly 49% (n=189) reported not having a mammogram in the …

Explaining Correlates Of Cervical Cancer Screening Among Minority Women In The United States, Manoj Sharma, Kavita Batra, Christopher Johansen, Siddharth Raich

Social & Behavioral Health Faculty Publications

Globally, cervical cancer is the fourth leading cause of death among women. While overall cervical cancer rates have decreased over the last few decades, minority women continue to be disproportionately affected compared to White women. Given the paucity of theory-based interventions to promote Pap smear tests among minority women, this cross-sectional study attempts to examine the correlates of cervical cancer screening by Pap test using the Multi-theory Model (MTM) as a theoretical paradigm among minority women in the United States (U.S.). Structural Equation Modelling (SEM) was done for testing the construct validity of the survey instrument. Data were analyzed through …

Artificial Image Objects For Classification Of Breast Cancer Biomarkers With Transcriptome Sequencing Data And Convolutional Neural Network Algorithms, Xiangning Chen, Daniel G. Chen, Zhongming Zhao, Justin M. Balko, Jingchun Chen

School of Medicine Faculty Publications

Background: Transcriptome sequencing has been broadly available in clinical studies. However, it remains a challenge to utilize these data effectively for clinical applications due to the high dimension of the data and the highly correlated expression between individual genes. Methods: We proposed a method to transform RNA sequencing data into artificial image objects (AIOs) and applied convolutional neural network (CNN) algorithms to classify these AIOs. With the AIO technique, we considered each gene as a pixel in an image and its expression level as pixel intensity. Using the GSE96058 (n = 2976), GSE81538 (n = 405), and GSE163882 (n = …

Palliative Care And Life-Sustaining/Local Procedures In Colorectal Cancer In The United States Hospitals: A Ten-Year Perspective, Zahra Mojtahedi, Ja Seol Koo, Ji Yoo, Pearl Kim, Hee-Taik Kang, Jinwook Hwang, Moon Kyung Joo, Jay J. Shen

School of Medicine Faculty Publications

Background: In recent years, palliative care utilization has been increasing while life-sustaining/local procedures have been declining at the end of life. Palliative care utilization widely varies based on tumor type. Limited information is available on inpatient palliative care in colorectal cancer. Aims: This study investigated inpatient palliative care utilization and its association with patient demographics, hospital charges, and procedures among colorectal cancer patients admitted to US hospitals between 2008 and 2017. Receipt of life-sustaining and local procedures and surgeries were also investigated during the ten years. Methods: Data were extracted from the National inpatient sample (NIS) database containing de-identified information …

Does Low Income Effects 5-Year Mortality Of Hepatocellular Carcinoma Patients?, Dong Jun Kim, Ji Won Yoo, Jong Wha Chang, Takashi Yamashita, Eun-Cheol Park, Kyu-Tae Han, Seung Ju Kim, Sun Jung Kim

School of Medicine Faculty Publications

Background: In Korea, the universal health system offers coverage to all members of society. Despite this, it is unclear whether risk of death from hepatocellular carcinoma (HCC) varies depending on income. We evaluated the impact of low income on HCC mortality. Methods: The Korean National Health Insurance sampling cohort was used to identify new HCC cases (n = 7325) diagnosed between 2004 and 2008, and the Korean Community Health Survey data were used to investigate community-level effects. The main outcome was 5-year all-cause mortality risk, and Cox proportional hazard models were applied to investigate the individual- and community-level factors associated …

Using The Multi-Theory Model (Mtm) Of Health Behavior Change To Explain The Correlates Of Mammography Screening Among Asian American Women, Manoj Sharma, Chia-Liang Dai, Kavita Batra, Ching-Chen Chen, Jennifer R. Pharr, Courtney Coughenour, Asma Awan, Hannah Catalano

Environmental & Occupational Health Faculty Publications

Globally, breast cancer is the most common malignancy affecting women. The incidence of breast cancer has been growing among Asian American women. Mammography is a screening procedure that provides early diagnosis for the timely treatment to reduce premature mortality due to breast cancer. However, there are no national data available that summarize the rates of mammography screening among Asian American women. Some small-scale studies have reported low rates of mammography uptake among Asian American women. This cross-sectional study utilized the fourth-generation, multi-theory model (MTM) of health behavior change to explain the correlates of mammography screening among Asian American women between …

Impact Of Neoantigen Expression And T-Cell Activation On Breast Cancer Survival, Wenjing Li, Amei Amei, Francis Bui, Saba Norouzifar, Lingeng Lu, Zuoheng Wang

Mathematical Sciences Faculty Research

Neoantigens are derived from tumor-specific somatic mutations. Neoantigen-based syn-thesized peptides have been under clinical investigation to boost cancer immunotherapy efficacy. The promising results prompt us to further elucidate the effect of neoantigen expression on patient survival in breast cancer. We applied Kaplan–Meier survival and multivariable Cox regression models to evaluate the effect of neoantigen expression and its interaction with T-cell activation on overall survival in a cohort of 729 breast cancer patients. Pearson’s chi-squared tests were used to assess the relationships between neoantigen expression and clinical pathological variables. Spearman correlation analysis was conducted to identify correlations between neoantigen expression, mutation …

Cancer Survivorship In Hematologic Malignancies: Lifestyle Changes After Diagnosis, Pannaga Malalur, Manas Agastya, Sandhya Wahi-Gururaj, Chad L. Cross, Delva Deauna-Limayo, Edwin C. Kingsley

School of Medicine Faculty Publications

© 2020 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. Background: Studies show that patients make lifestyle changes soon after certain solid tumor diagnoses, suggesting that this may be a teachable moment to motivate and promote healthy behaviors. There is a paucity of data regarding changes made after a diagnosis of a hematologic malignancy. Methods: A cross-sectional study of 116 patients at a community oncology center who completed anonymous questionnaires was performed. Questions addressed lifestyle choices made with respect to smoking, alcohol consumption, recreational drug use, diet, and exercise habits before and after diagnosis of a hematologic …

Comics For Pediatric Oncology Patients And Families: Education And Empowerment, Natalie Johns

Calvert Undergraduate Research Awards

The major objective is to develop the first book of a boxed set series of comic vignettes that will serve as a clinical educational tool for pediatric patients with a recent cancer diagnosis and their caregivers. These comics are hypothesized to improve patient and family understanding of the disease, its treatment, side effects, and outcomes in an engaging and aesthetically pleasing way. The overall goals of this project are to reduce anxiety and increase health literacy in patients and their families while assisting the oncology team in providing optimal medical care, thus improving the overall quality of treatment. Comics aimed …

Metastatic Squamous Cell Carcinoma: A Cautionary Tale, Colby Shreve, Chase Shropshire, David G. Cotter

School of Medicine Faculty Publications

Cutaneous squamous cell carcinoma (cSCC) typically arises from a malignant proliferation of keratinocytes. It is the second most common cancer in the United States and typically affects older white men. Risk factors for cSCC include ultraviolet radiation exposure, light skin tone, and immunosuppression. Although metastasis in cSCC is rare, primary tumor characteristics such as location, size, and depth of invasion, among others, can help risk-stratify lesions for local recurrence, metastatic events, and death. We present a case of primary cutaneous metastatic squamous cell carcinoma masquerading as a cyst on the left temple of a 73-year-old Caucasian man following numerous treatments …

Interplay Of Trna-Derived Fragments And T Cell Activation In Breast Cancer Patient Survival, Nayang Shan, Ningshan Li, Qile Dai, Lin Hou, Xiting Yan, Amei Amei, Lingeng Lu, Zuoheng Wang

Mathematical Sciences Faculty Research

Effector CD8+ T cell activation and its cytotoxic function are positively correlated with improved survival in breast cancer. tRNA-derived fragments (tRFs) have recently been found to be involved in gene regulation in cancer progression. However, it is unclear how interactions between expression of tRFs and T cell activation affect breast cancer patient survival. We used Kaplan–Meier survival and multivariate Cox regression models to evaluate the effect of interactions between expression of tRFs and T cell activation on survival in 1081 breast cancer patients. Spearman correlation analysis and weighted gene co-expression network analysis were conducted to identify genes and pathways that …

Mir-365 (Microrna): Potnetial Biomarker In Oral Squamous Cell Carcinoma Exosomes And Extracellular Vesicles, Jeffery Coon, Karl Kingsley, Katherine M. Howard

Dental Medicine Faculty Publications

Introduction: miR-365 is a non-coding microRNA that regulates transcription and has been demonstrated to promote oncogenesis and metastasis in some cancers, while suppressing these effects in others. Many microRNAs are produced and then exported extracellularly in exosomes, which are small extracellular vesicles ranging from 30 to 100 nm that are found in eukaryotic fluids and facilitate many cellular functions. Exosomes and extracellular vesicles are produced by many cell types, including oral cancer cells—although no study to date has evaluated miR-365 and oral cancer exosomes or extracellular vesicles. Based on this information, our research question was to evaluate whether oral cancers …

Opioid Use Disorders And Hospital Palliative Care Among Patients With Gastrointestinal Cancers: Ten-Year Trend And Associated Factors In The U.S. From 2005 To 2014, Jinwook Hwang, Jay J. Shen, Sun Jung Kim, Sung-Youn Chun, Pearl C. Kim, Se Won Lee, David Byun, Ji Won Yoo

Public Health Faculty Publications

This study aimed to analyze the trends of opioid use disorders, cannabis use disorders, and palliative care among hospitalized patients with gastrointestinal cancer and to identify their associated factors. We analyzed the National Inpatient Sample data from 2005 to 2014 and included hospitalized patients with gastrointestinal cancers. The trends of hospital palliative care and opioid or cannabis use disorders were analyzed using the compound annual growth rates (CAGR) with Rao-Scott correction for χ2 tests. Multivariate logistic regression analyses were performed to identify the associated factors. From 2005 to 2014, among 4,364,416 hospitalizations of patients with gastrointestinal cancer, the average annual …

Novel Sphingomyelin Biomarkers For Brain Glioma And Associated Regulation Research On The Pi3k/Akt Signaling Pathway, Xiao-Hui Zhai, Jian Xiao, Jie-Kai Yu, Hong Sun, Shu Zheng

Chemistry and Biochemistry Faculty Research

Glioma is one of the most common malignant tumor types of the central nervous system. It is necessary to identify biomarkers and novel therapeutic targets for glioma. The purpose of the present study was to distinguish lipid biomarkers with differential expression patterns in glioma tissues and normal brain tissues by matrix assisted laser desorption/ionization (MALDI)‑imaging and MALDI‑time of flight (TOF)‑mass spectrometry (MS). Additionally, identification of lipid biomarkers was performed to describe novel therapeutic targets for glioma treatment. A total of six tissues from three patients with glioma and three control patients with traumatic brain injury were analyzed using UltrafleXtreme MALDI‑TOF/TOF. …

Sub-Region Based Radiomics Analysis For Survival Prediction In Oesophageal Tumours Treated By Definitive Concurrent Chemoradiotherapy, Congying Xie, Pengfei Yang, Xuebang Zhang, Lei Xu, Xiaoju Wang, Xiadong Li, Luhan Zhang, Ruifei Xie, Ling Yang, Zhao Jing, Hongfang Zhang, Lingyu Ding, Yu Kuang, Tianye Niu, Shixiu Wu

Health Physics & Diagnostic Sciences Faculty Publications

Background: Evaluating clinical outcome prior to concurrent chemoradiotherapy remains challenging for oesophageal squamous cell carcinoma (OSCC) as traditional prognostic markers are assessed at the completion of treatment. Herein, we investigated the potential of using sub-region radiomics as a novel tumour biomarker in predicting overall survival of OSCC patients treated by concurrent chemoradiotherapy. Methods: Independent patient cohorts from two hospitals were included for training (n = 87) and validation (n = 46). Radiomics features were extracted from sub-regions clustered from patients' tumour regions using K-means method. The LASSO regression for ‘Cox’ method was used for feature selection. The survival prediction model …

Hot Snare Vs. Cold Snare Polypectomy For Endoscopic Removal Of 4-10mm Colorectal Polyps During Colonoscopy: A Systematic Review And Meta-Analysis Of Randomized Controlled Studies, Mahendran Jayaraj

School of Medicine Faculty Publications

Introduction In recent years, cold snare polypectomy (CSP) has increasingly been used over hot snare polypectomy (HSP) for the removal of colorectal polyps (4 – 10 mm in size). However, the optimal technique (CSP vs. HSP), in terms of complete polyp resection and complications, is uncertain. Our aim was to compare incomplete resection rate (IRR) of polyps and complications using CSP vs. HSP. Methods Randomized controlled studies (RCTs) comparing CSP and HSP for removal of 4 – 10 mm colorectal polyps were considered. Studies were included in the analysis if they obtained biopsy specimens from the resection margin to confirm …

Differential Microrna Expression Of Mir-21 And Mir-155 With Oral Cancer Extracellular Vesicles In Response To Melationin, Matthew Hunsaker, Greta Barba, Karl Kingsley, Katherine M. Howard

Dental Medicine Faculty Publications

Objective: Extracellular vesicles derived from oral cancer cells, which include Exosomes and Oncosomes, are membranous vesicles secreted into the surrounding extracellular environment. These extracellular vesicles can regulate and modulate oral squamous cell carcinoma (OSCC) progression through the horizontal transfer of bioactive molecules including proteins, lipids and microRNA (miRNA). The primary objective of this study was to examine the potential to isolate and evaluate extracellular vesicles (including exosomes) from various oral cancer cell lines and to explore potential differences in miRNA content. Methods: The OSCC cell lines SCC9, SCC25 and CAL27 were cultured in DMEM containing 10% exosome-free fetal bovine serum. …

Dosimetric Feasibility Of 4dct-Ventilation Imaging Guided Proton Therapy For Locally Advanced Non-Small-Cell Lung Cancer, Qijie Huang, Salma K. Jabbour, Zhiyan Xiao, Ning Yue, Xiao Wang, Hongbin Cao, Yu Kuang, Yin Zhang, Ke Nie

Health Physics & Diagnostic Sciences Faculty Publications

Background The principle aim of this study is to incorporate 4DCT ventilation imaging into functional treatment planning that preserves high-functioning lung with both double scattering and scanning beam techniques in proton therapy. Methods Eight patients with locally advanced non-small-cell lung cancer were included in this study. Deformable image registration was performed for each patient on their planning 4DCTs and the resultant displacement vector field with Jacobian analysis was used to identify the high-, medium- and low-functional lung regions. Five plans were designed for each patient: a regular photon IMRT vs. anatomic proton plans without consideration of functional ventilation information using …

Stochastic Modeling Of Radiation-Induced Dendritic Damage On In Silico Mouse Hippocampal Neurons, Eliedonna Cacao, Vipan K. Parihar, Charles L. Limoli, Francis A. Cucinotta

Health Physics & Diagnostic Sciences Faculty Publications

Cognitive dysfunction associated with radiotherapy for cancer treatment has been correlated to several factors, one of which is changes to the dendritic morphology of neuronal cells. Alterations in dendritic geometry and branching patterns are often accompanied by deficits that impact learning and memory. The purpose of this study is to develop a novel predictive model of neuronal dendritic damages caused by exposure to low linear energy transfer (LET) radiation, such as X-rays, gamma-rays and high-energy protons. We established in silico representations of mouse hippocampal dentate granule cell layer (GCL) and CA1 pyramidal neurons, which are frequently examined in radiation-induced cognitive …

Structured Algorithm For Error Reduction In Chemotherapy Administration, Marianne Bundalian Tejada

Nursing Faculty Presentations

Purpose. To develop an evidence-based structured algorithm tool that might be used by nursing leaders at a cancer center to decrease chemotherapy medication errors.

Background. In spite of available technology and known factors resulting in medication errors, chemotherapy errors remain the major cause of iatrogenic patient morbidity in hospitals (Gilbar, 2001; Heidt et al., 2001 ). A major risk factor for chemotherapy errors is lack of standardization in administration (ordering, dispensing, administration, monitoring). Failure to identify necessary staff skills/aptitude required to prevent errors may also be problematic.

Significance. Use of the developed algorithm may lead to development of evidence-based strategies …

High-Risk Human Papillomavirus (Hpv) Screening And Detection In Normal, Healthy Patient Saliva Samples: A Pilot Cluster Randomized Study, Deirdre O. Turner, Shelley J. Williams-Cocks, Ryan Bullen, Jeremy Catmull, Jesse Falk, Daniel Martin, Jerom Mauer, Annabel E. Barber, Robert C. Wang, Shawn Gerstenberger, Karl Kingsley

Environmental & Occupational Health Faculty Publications

Background: The human papillomaviruses (HPV) are a large family of non-enveloped DNA viruses, mainly associated with cervical cancers. Recent epidemiologic evidence has suggested that HPV may be an independent risk factor for oropharyngeal cancers. Evidence now suggests HPV may modulate the malignancy process in some tobacco- and alcohol-induced oropharynx tumors, but might also be the primary oncogenic factor for inducing carcinogenesis among some non-smokers. More evidence, however, is needed regarding oral HPV prevalence among healthy adults to estimate risk. The goal of this study was to perform an HPV screening of normal healthy adults to assess oral HPV prevalence.

Methods: …